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A side-by-side editorial comparison of Brilliant and Chamilo — release velocity, themes, recent moves, and the top alternatives to consider.
Brilliant launches Koji, a graphical AI tutor — its first product move in 15 months.
Brilliant ships infrequent, essay-style blog posts that read as much like product manifestos as changelog. The most recent post announces Koji, framed as a graphical AI tutor — the first new headline product in this ten-entry window. The rest of the timeline is course-design philosophy around algebra, programming, and learning-game evals.
Chamilo's 3.0 beta quietly turns the LMS into an MCP server agents can author courses through.
Chamilo runs three lines at once. The legacy 1.11 branch takes security and bugfix releases roughly quarterly, 2.0 reached GA in April and has drawn three patch releases since, and a 3.0 line opened on 13 August. The 3.0 beta is where the direction sits: 456 changes spanning 88 plugin fixes, a 44-item security sweep, and a new MCP server with OAuth 2.1 that exposes course authoring and review to outside clients. The feed's own bodies are unreliable here - both 3.0 tags arrived carrying a single line of text, and the 2.0 GA release reached it only as scraped page fragments.
Brilliant ships infrequent, essay-style blog posts that read as much like product manifestos as changelog. The most recent post announces Koji, framed as a graphical AI tutor — the first new headline product in this ten-entry window. The rest of the timeline is course-design philosophy around algebra, programming, and learning-game evals.
The throughline across these posts is the same: lean on visual, game-like interaction and use AI to scale the tutor-style feedback loop the team keeps writing about. Koji is the first concrete productization of that thesis after a long stretch of essays describing the approach. Cadence remains slow, which suggests Brilliant publishes only when something is meaningfully different.
Expect Koji to roll out across more subjects following the same algebra-then-CS pattern earlier posts described, and for future entries to attach Koji-specific course launches rather than announce new products from scratch.
Chamilo runs three lines at once. The legacy 1.11 branch takes security and bugfix releases roughly quarterly, 2.0 reached GA in April and has drawn three patch releases since, and a 3.0 line opened on 13 August. The 3.0 beta is where the direction sits: 456 changes spanning 88 plugin fixes, a 44-item security sweep, and a new MCP server with OAuth 2.1 that exposes course authoring and review to outside clients. The feed's own bodies are unreliable here - both 3.0 tags arrived carrying a single line of text, and the 2.0 GA release reached it only as scraped page fragments.
The rewrite has stopped being the story and the agent surface has started. 2.0 spent its cycle absorbing the legacy feature set - LTI, ONLYOFFICE, the plugin catalogue - and reached GA; 3.0's first beta spends most of its weight on that same restoration work but adds something no 2.0 release contains, an MCP server with OAuth 2.1 auto-connect and tools that write rather than only read. Model providers are being wired directly into the AI helper alongside it. Security remains constant across all three branches, with 44 security items in the 3.0 beta alone.
Expect the MCP tool surface to widen in the next 3.0 beta, since the first pass already moved past read-only lookups into course authoring and review. Whether 3.0 becomes the supported line or 2.0 keeps taking patches is the question the tags themselves do not answer.
Other EdTech products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Brilliant or Chamilo.
eduMe is running a content-led SEO blitz on frontline training verticals while quietly tracking competitor exits.
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Blackboard Learn 4001.0 enters test/stage ahead of September 2026 production rollout.
Scribe's Optimize agent deepens org-context grounding as core capture holds steady
Docebo doubles down on agentic AI for L&D, positioning itself as a skills operating system.
See all Brilliant alternatives → · See all Chamilo alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Chamilo is currently shipping more aggressively (velocity 6.3 vs 3.8), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Chamilo is currently shipping more aggressively (velocity 6.3 vs 3.8), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other EdTech products to evaluate alongside.
Top Brilliant alternatives in EdTech are ranked by recent ship velocity. Browse the "Brilliant alternatives" section above for the current picks, or visit /alternatives/brilliant for the full list with editorial commentary on each.
Top Chamilo alternatives in EdTech are ranked by recent ship velocity. Browse the "Chamilo alternatives" section above for the current picks, or visit /alternatives/chamilo for the full list with editorial commentary on each.